constraint-guided

This paper introduces AdvCluster, an automated framework to identify and categorize reasoning advantages of larger language models over smaller ones across math, physics, chemistry, and programming benchmarks. The study finds that larger models excel at constraint-guided reasoning—identifying and organizing constraints to rule out infeasible paths and verify intermediate steps.